MIP
  • Results
52-week current policies retire
  • Capacity and Generation
  • Capacity Tables
  • Transmission Expansion
  • Emissions
  • Dispatch
  • Capacity Factors
  • Operational Results
  • Total Capacity
  • New-build Capacity
  • Existing Capacity
  • Total Capacity (wide)
  • Regional Capacity
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, include, exclude)
   2154         # see https://github.com/ipython/ipython/issues/11038
   2155         try:
   2156             dct = self.to_dict()
   2157         except Exception:
-> 2158             utils.display_traceback(in_ipython=True)
   2159             return {}
   2160         else:
   2161             return renderers.get()(dct)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
   2516             # for easier specification of datum encodings.
   2517             copy = self.copy(deep=False)
   2518             copy.data = core.InlineData(values=[{}])
   2519             return super(Chart, copy).to_dict(*args, **kwargs)
-> 2520         return super().to_dict(*args, **kwargs)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/schema/channels.py in ?(self, validate, ignore, context)
     43                 # We still parse it out of the shorthand, but drop it here.
     44                 parsed.pop('type', None)
     45             elif not (type_in_shorthand or type_defined_explicitly):
     46                 if isinstance(context.get('data', None), pd.DataFrame):
---> 47                     raise ValueError(
     48                         'Unable to determine data type for the field "{}";'
     49                         " verify that the field name is not misspelled."
     50                         " If you are referencing a field from a transform,"

ValueError: Unable to determine data type for the field "tech_type"; verify that the field name is not misspelled. If you are referencing a field from a transform, also confirm that the data type is specified correctly.
alt.Chart(...)
  • Total Generation
  • New-build Generation
  • Existing Generation
  • Total Generation (wide)
  • Regional Generation
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, include, exclude)
   2154         # see https://github.com/ipython/ipython/issues/11038
   2155         try:
   2156             dct = self.to_dict()
   2157         except Exception:
-> 2158             utils.display_traceback(in_ipython=True)
   2159             return {}
   2160         else:
   2161             return renderers.get()(dct)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
--> 338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
    340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 338 def _todict(obj, context):
    339     """Convert an object to a dict representation."""
    340     if isinstance(obj, SchemaBase):
    341         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
   2516             # for easier specification of datum encodings.
   2517             copy = self.copy(deep=False)
   2518             copy.data = core.InlineData(values=[{}])
   2519             return super(Chart, copy).to_dict(*args, **kwargs)
-> 2520         return super().to_dict(*args, **kwargs)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/api.py in ?(self, *args, **kwargs)
    846 
    847         # TopLevelMixin instance does not necessarily have to_dict defined
    848         # but due to how Altair is set up this should hold.
    849         # Too complex to type hint right now
--> 850         dct = super(TopLevelMixin, copy).to_dict(*args, **kwargs)  # type: ignore[misc]
    851 
    852         # TODO: following entries are added after validation. Should they be validated?
    853         if is_top_level:

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(self, validate, ignore, context)
    792                 k: v for k, v in kwds.items() if k not in list(ignore) + ["shorthand"]
    793             }
    794             if "mark" in kwds and isinstance(kwds["mark"], str):
    795                 kwds["mark"] = {"type": kwds["mark"]}
--> 796             result = _todict(
    797                 kwds,
    798                 context=context,
    799             )

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):
--> 340         return {k: _todict(v, context) for k, v in obj.items() if v is not Undefined}
    341     elif hasattr(obj, "to_dict"):
    342         return obj.to_dict()
    343     elif isinstance(obj, np.number):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(.0)
--> 340 def _todict(obj, context):
    341     """Convert an object to a dict representation."""
    342     if isinstance(obj, SchemaBase):
    343         return obj.to_dict(validate=False, context=context)

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/utils/schemapi.py in ?(obj, context)
    333 def _todict(obj, context):
    334     """Convert an object to a dict representation."""
    335     if isinstance(obj, SchemaBase):
--> 336         return obj.to_dict(validate=False, context=context)
    337     elif isinstance(obj, (list, tuple, np.ndarray)):
    338         return [_todict(v, context) for v in obj]
    339     elif isinstance(obj, dict):

/opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/altair/vegalite/v5/schema/channels.py in ?(self, validate, ignore, context)
     43                 # We still parse it out of the shorthand, but drop it here.
     44                 parsed.pop('type', None)
     45             elif not (type_in_shorthand or type_defined_explicitly):
     46                 if isinstance(context.get('data', None), pd.DataFrame):
---> 47                     raise ValueError(
     48                         'Unable to determine data type for the field "{}";'
     49                         " verify that the field name is not misspelled."
     50                         " If you are referencing a field from a transform,"

ValueError: Unable to determine data type for the field "tech_type"; verify that the field name is not misspelled. If you are referencing a field from a transform, also confirm that the data type is specified correctly.
alt.FacetChart(...)
  • Total Start Existing Capacity
  • Total End Existing Capacity
  • Regional End Existing Capacity
tech_type planning_year GenX SWITCH TEMOA
Battery 2027 21914 17785 21837
Battery 2030 21914 21914 21216
Battery 2035 21914 21914 21181
Battery 2040 21914 21914 21177
Battery 2045 21914 21914 21169
Battery 2050 21914 21914 21168
Coal 2027 161728 182419 128660
Coal 2030 65655 161753 123817
Coal 2035 65539 148627 123801
Coal 2040 65537 142191 123800
Coal 2045 65530 136743 123800
Coal 2050 65527 136743 123799
Distributed Solar 2027 47556 47886 47886
Distributed Solar 2030 72304 72744 47886
Distributed Solar 2035 96511 97023 72744
Distributed Solar 2040 102759 103282 97023
Distributed Solar 2045 107818 108374 103282
Distributed Solar 2050 116123 116713 108374
Geothermal 2027 1838 3086 825
Geothermal 2030 1838 3086 824
Geothermal 2035 1838 3086 824
Geothermal 2040 1838 3086 824
Geothermal 2045 1838 3086 824
Geothermal 2050 1838 3086 824
Hydro 2027 99080 102247 88150
Hydro 2030 99073 102282 65360
Hydro 2035 99073 102276 65238
Hydro 2040 99073 102276 65228
Hydro 2045 99073 102276 65209
Hydro 2050 99073 102276 65208
Natural Gas CC 2027 316600 314521 306786
Natural Gas CC 2030 286464 316891 290167
Natural Gas CC 2035 280072 316798 283242
Natural Gas CC 2040 280069 316221 283238
Natural Gas CC 2045 280052 316221 283235
Natural Gas CC 2050 280048 315714 283235
Natural Gas CT 2027 148779 148682 139793
Natural Gas CT 2030 108817 148779 117409
Natural Gas CT 2035 100411 148636 115073
Natural Gas CT 2040 100407 147366 115071
Natural Gas CT 2045 100401 147166 115069
Natural Gas CT 2050 100397 147166 115069
Nuclear 2027 97038 95924 54715
Nuclear 2030 97038 97038 23438
Nuclear 2035 97038 97038 22077
Nuclear 2040 97038 97038 22076
Nuclear 2045 52329 97038 18464
Nuclear 2050 51982 97038 18463
Solar 2027 115692 93722 115693
Solar 2030 115683 115692 115692
Solar 2035 115678 115685 115690
Solar 2040 115674 115685 115689
Solar 2045 115662 115685 115689
Solar 2050 115661 115685 115689
Wind 2027 155903 149660 155366
Wind 2030 155854 154403 155361
Wind 2035 155829 155829 155355
Wind 2040 155733 155829 155344
Wind 2045 155712 155829 155341
Wind 2050 155697 155829 155340
tech_type planning_year GenX SWITCH TEMOA
Battery 2027 21914 21914 21216
Battery 2030 21914 21914 21181
Battery 2035 21914 21914 21177
Battery 2040 21914 21914 21169
Battery 2045 21914 21914 21168
Battery 2050 21914 21914 21163
Coal 2027 65655 67747 123817
Coal 2030 65539 87394 123801
Coal 2035 65537 107423 123800
Coal 2040 65530 124936 123800
Coal 2045 65527 130900 123799
Coal 2050 65505 128161 123794
Distributed Solar 2027 47556 47886 47886
Distributed Solar 2030 72304 72744 72744
Distributed Solar 2035 96511 97023 97023
Distributed Solar 2040 102759 103282 103282
Distributed Solar 2045 107818 108374 108374
Distributed Solar 2050 116123 116713 116713
Geothermal 2027 1838 3086 824
Geothermal 2030 1838 3086 824
Geothermal 2035 1838 3086 824
Geothermal 2040 1838 3086 824
Geothermal 2045 1838 3086 824
Geothermal 2050 1838 3086 824
Hydro 2027 99080 102296 65360
Hydro 2030 99073 102282 65238
Hydro 2035 99073 102276 65228
Hydro 2040 99073 102276 65219
Hydro 2045 99073 102276 65208
Hydro 2050 99073 102276 65197
Natural Gas CC 2027 286464 286120 290177
Natural Gas CC 2030 280072 272737 283242
Natural Gas CC 2035 280069 305488 283238
Natural Gas CC 2040 280052 316221 283235
Natural Gas CC 2045 280048 315714 283235
Natural Gas CC 2050 280023 315714 283231
Natural Gas CT 2027 108817 108741 117419
Natural Gas CT 2030 100411 99085 115073
Natural Gas CT 2035 100407 132831 115081
Natural Gas CT 2040 100401 146978 115069
Natural Gas CT 2045 100397 147166 115079
Natural Gas CT 2050 100378 147166 115069
Nuclear 2027 97038 97038 23438
Nuclear 2030 97038 97038 22077
Nuclear 2035 97038 97038 22076
Nuclear 2040 52329 46922 18570
Nuclear 2045 51982 57291 18463
Nuclear 2050 42152 44383 16042
Solar 2027 115683 115694 115692
Solar 2030 115678 115685 115690
Solar 2035 115674 115685 115689
Solar 2040 115662 115685 115689
Solar 2045 115661 115685 115689
Solar 2050 115650 115682 115689
Wind 2027 155854 154376 155361
Wind 2030 155829 155800 155355
Wind 2035 155733 155800 155344
Wind 2040 155712 155800 155341
Wind 2045 155697 155800 155340
Wind 2050 155672 155800 155336
agg_zone tech_type resource_name planning_year GenX SWITCH TEMOA
Loading ITables v2.1.4 from the internet... (need help?)
  • Expansion by line
  • Total expansion
  • Total expansion map
  • Emissions
  • Emissions intensity
  • 2030 Dispatch
  • 2040 Dispatch
  • 2050 Dispatch
  • 2030 Wind Dispatch
  • 2040 Wind Dispatch
  • 2050 Wind Dispatch
  • Battery
  • Solar
  • Wind
  • Natural Gas CC
  • Natural Gas CT
  • Hydro